{"id":"W2321368966","doi":"10.1097/iae.0000000000000780","title":"ASSESSMENT OF THE SIGNIFICANCE OF CYSTIC CHANGES AFTER EPIRETINAL MEMBRANE SURGERY WITH INTERNAL LIMITING MEMBRANE REMOVAL","year":2015,"lang":"en","type":"article","venue":"Retina","topic":"Retinal and Macular Surgery","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"National Eye Institute","keywords":"Vitrectomy; Epiretinal membrane; Pars plana; Medicine; Visual acuity; Ophthalmology; Internal limiting membrane; Phacoemulsification; Triamcinolone acetonide; Macular edema; Surgery; Macular hole","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001279044,0.0001980904,0.0006466596,0.0001054515,0.00002767529,0.000008755346,0.0001319172,0.00007099814,0.00007399399],"category_scores_gemma":[0.0004855851,0.0001175476,0.0001958444,0.0003039748,0.0002679414,0.00004260322,0.00008431767,0.000246089,0.000002789513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006145742,"about_ca_system_score_gemma":0.0003733055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00011082,"about_ca_topic_score_gemma":0.00001810061,"domain_scores_codex":[0.998015,0.0002054298,0.0004445318,0.000269772,0.0007732433,0.0002920064],"domain_scores_gemma":[0.9982769,0.0003965208,0.0004145933,0.0004111925,0.0003425708,0.0001581731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004625923,0.0005135636,0.7875548,0.00392396,0.0003566523,0.001791688,0.0006656083,0.00004663145,0.1923063,0.0004412406,0.0006002718,0.007173354],"study_design_scores_gemma":[0.001780241,0.00105046,0.6858184,0.007552116,0.0006630055,0.003002792,0.0007398999,0.0007510661,0.292441,0.00005499928,0.005647094,0.0004990016],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906621,0.0003719197,0.0001831315,0.001354218,0.0002313449,0.0003348578,0.000009592561,0.00002468987,0.006828142],"genre_scores_gemma":[0.997209,0.00005953067,0.001530576,0.0001634992,0.0001942896,0.00003286418,0.000007011904,0.00002994017,0.0007732629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1017364,"threshold_uncertainty_score":0.4793452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02871566672699062,"score_gpt":0.2724713712237897,"score_spread":0.2437557044967991,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}